Science Explorer Interactive view Map

Stock Market Forecasting Methods

Stock Market Forecasting Methods is a research topic within Management Science and Operations Research. Science Explorer counts 31k research works in it since 1953. 18.4% of them reached the world's top 10% most cited for their field and year.

This cluster of papers focuses on predicting stock market trends and movements using various techniques such as time series forecasting, neural networks, deep learning, support vector machines, sentiment analysis, and Twitter data. The research explores the application of these methods to financial time series data for stock market prediction.

  • Stock Market Prediction
  • Time Series Forecasting
  • Neural Networks
  • Financial Time Series
  • Deep Learning
  • Support Vector Machines
  • LSTM Networks
  • Forecasting Models
  • Sentiment Analysis
  • Twitter Data
Research works
31k
fractional, since 1953
In the world top 10%
5.6k
per year above
Top-10% rate
18.4%
share of its works in the world top 10%
Growth, 2013–17 → 2018–22
+110%
the tick is no change

Which countries lead Stock Market Forecasting Methods research?

By volume, China and India publish the most (2.8k and 2.2k works in 2022–2025).

By volume, 2022–2025

  1. 1 China 2.8k works
  2. 2 India 2.2k works
  3. 3 United States 1.2k works
  4. 4 Indonesia 682 works
  5. 5 United Kingdom 394 works
  6. 6 Türkiye 384 works
  7. 7 Malaysia 191 works
  8. 8 Iran 184 works
  9. 9 South Korea 179 works
  10. 10 Canada 177 works

How concentrated that is

The same countries as shares of everything the list above accounts for. A node where two countries do two thirds of the work and one spread evenly across twelve read alike as a ranking and not at all alike here.

China: 33.1%India: 26.7%United States: 13.9%Indonesia: 8.2%6 others listed: 18.0%33%largest
China2,770 · 33.1%India2,234 · 26.7%United States1,165 · 13.9%Indonesia682 · 8.2%6 others listed1,508 · 18.0%

Shares of the rows listed above, not of the whole node.

Which institutions lead Stock Market Forecasting Methods research?

By volume in 2022–2025, Saveetha University publishes the most Stock Market Forecasting Methods research, followed by Binus University and SRM Institute of Science and Technology.

By volume, 2022–2025

  1. 1 Saveetha University India 63 works
  2. 2 Binus University Indonesia 59 works
  3. 3 SRM Institute of Science and Technology India 57 works
  4. 4 Vellore Institute of Technology University India 53 works
  5. 5 Chandigarh University India 52 works
  6. 6 Xi’an Jiaotong-Liverpool University China 47 works
  7. 7 Christ University India 46 works
  8. 8 Southwestern University of Finance and Economics China 45 works
  9. 9 Amrita Vishwa Vidyapeetham India 45 works
  10. 10 Telkom University Indonesia 44 works

Who are the leading researchers in Stock Market Forecasting Methods?

The most-cited researchers publishing on Stock Market Forecasting Methods include M. Hashem Pesaran, Robert F. Engle and Philip S. Yu.

  1. 1 M. Hashem Pesaran 9.1k citations
  2. 2 Robert F. Engle 8.7k citations
  3. 3 Philip S. Yu 6.6k citations
  4. 4 Witold Pedrycz 5.4k citations
  5. 5 Clive W. J. Granger 4.5k citations

Ranked by citations received across their whole record, among researchers with at least three works on this topic.

Where is Stock Market Forecasting Methods research done?

The largest centres of Stock Market Forecasting Methods research in 2022–2025 are Beijing (China), Shanghai (China), Chennai (India) and Guangzhou (China). Among places with at least 20 works in it, it is an unusually large share of all research in Greater Noida.

Largest cities, 2022–2025

  1. 1 Beijing China 471 works
  2. 2 Shanghai China 236 works
  3. 3 Chennai India 232 works
  4. 4 Guangzhou China 160 works
  5. 5 Bengaluru India 152 works
  6. 6 Chengdu China 146 works
  7. 7 Nanjing China 126 works
  8. 8 Pune India 126 works
  9. 9 London United Kingdom 121 works
  10. 10 Wuhan China 120 works

Where it is the local speciality

  1. Greater NoidaIN · 56.1 works7.8×
← less than its size predictsmore →

Location quotient: how much more of its research is in Stock Market Forecasting Methods than the world average.

See Stock Market Forecasting Methods on the map

Where is the best place to study Stock Market Forecasting Methods?

Among universities, judged by research, Xi’an Jiaotong-Liverpool University, Siksha O Anusandhan University and Giresun University score highest, combining excellence, specialisation, size, growth and international reach. Research strength is one signal when choosing where to study; it does not measure teaching.

0%20%40%mean 24.04%fractional works in this node (log) →share in the world top 10% →Xi’an Jiaotong-Liverpool University: 47, 12.5%Siksha O Anusandhan University: 23, 30.9%Giresun University: 16, 39.7%Amrita Vishwa Vidyapeetham: 44, 22.0%Shandong Institute of Business and Technology: 16, 44.1%Christ University: 46, 14.4%Symbiosis International University: 39, 16.6%Maulana Azad National Institute of Technology: 15, 22.6%Vellore Institute of Technology University: 53, 20.0%Southwestern University of Finance and Economics: 45, 17.6%Giresun UniversitySiksha O Anusandhan …Amrita Vishwa Vidyap…Xi’an Jiaotong-Liver…
above the meannear itbelow it

One dot per university in the table below. The upper left is the interesting corner: small places doing unusually strong work.

#UniversityScoreTop 10%SpecialisationWorksGrowth
1Xi’an Jiaotong-Liverpool University China 67.212.5%19.2×47 +250.5%
2Siksha O Anusandhan University India 63.530.9%9.8×23 +196.9%
3Giresun University Türkiye 63.039.7%11.3×16 +294.5%
4Amrita Vishwa Vidyapeetham India 58.422.0%7.3×44 +177.8%
5Shandong Institute of Business and Technology China 56.244.1%17.0×16
6Christ University India 55.414.4%11.4×46
7Symbiosis International University India 54.916.6%10.0×39
8Maulana Azad National Institute of Technology India 54.322.6%9.3×15 +328.6%
9Vellore Institute of Technology University India 53.820.0%4.6×53 +1630.0%
10Southwestern University of Finance and Economics China 53.617.6%27.1×45 -18.9%

Universities only. Score blends excellence (30%), specialisation (25%), size (20%), growth (15%) and international reach (10%), 2015–2022; growth compares 2010–14 with 2015–19.

Is Stock Market Forecasting Methods research growing?

Output in 2018–2022 was 110% higher than in 2013–2017, peaking in 2025. The fastest-growing topics are Stock Market Forecasting Methods.

19801990200020102020
grewheldshrank

The same series as a ribbon — one cell per year, darker for more. The line above answers how much; this answers when.

Which topics inside it are moving

Growth and decline on one axis around a shared zero. Two lists side by side hide the thing that matters: whether the growth dwarfs the decline, or the other way round.